article thumbnail

Data-Oriented Programming with Python

Towards Data Science

Following along the article, you’ll find simple code snippets in Python that illustrate how each principle can be adhered to or broken. Refer to the code snippet below as an example where code (behavior) is separated from data (facts/information).

article thumbnail

Introducing The Five Pillars Of Data Journeys

DataKitchen

Data Journeys run on software, on servers, and with code. Using automated data validation tests, you can ensure that the data stored within your systems is accurate, complete, consistent, and relevant to the problem at hand. Start checking data at rest with a strong data profile. They can break.

Data 52
Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Data Warehouse Migration Best Practices

Monte Carlo

But in reality, a data warehouse migration to cloud solutions like Snowflake and Redshift requires a tremendous amount of preparation to be successful—from schema changes and data validation to a carefully executed QA process. What’s more, issues in the source data could even be amplified by a new, sophisticated system.

article thumbnail

Implementing Data Contracts in the Data Warehouse

Monte Carlo

That being said, it tends to be much easier to reprocess data in the data warehouse when we do find bad records, whereas that might not be possible in a streaming environment. Definition of data contracts Similar to contracts in production services, contracts in the warehouse should be implemented in code and version controlled.

article thumbnail

100+ Big Data Interview Questions and Answers 2023

ProjectPro

A user-defined function (UDF) is a common feature of programming languages, and the primary tool programmers use to build applications using reusable code. Enriching data entails connecting it to other related data to produce deeper insights. Listed below are the most common big data interview questions based on Python.

article thumbnail

Top 100 Hadoop Interview Questions and Answers 2023

ProjectPro

Hadoop vs RDBMS Criteria Hadoop RDBMS Datatypes Processes semi-structured and unstructured data. Processes structured data. Schema Schema on Read Schema on Write Best Fit for Applications Data discovery and Massive Storage/Processing of Unstructured data. are all examples of unstructured data.

Hadoop 40